{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get shapefiles from OpenStreetMap with OSMnx\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "  - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n",
    "  - [GitHub repo](https://github.com/gboeing/osmnx)\n",
    "  - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n",
    "  - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n",
    "  - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.11'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import osmnx as ox\n",
    "%matplotlib inline\n",
    "ox.config(log_console=True, use_cache=True)\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get the shapefile for one city, project it, display it, and save it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>geometry</th>\n",
       "      <th>place_name</th>\n",
       "      <th>bbox_north</th>\n",
       "      <th>bbox_south</th>\n",
       "      <th>bbox_east</th>\n",
       "      <th>bbox_west</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>POLYGON ((-122.10015 37.91741, -122.09996 37.9...</td>\n",
       "      <td>Walnut Creek, Contra Costa County, California,...</td>\n",
       "      <td>37.946337</td>\n",
       "      <td>37.842468</td>\n",
       "      <td>-121.980607</td>\n",
       "      <td>-122.100149</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            geometry  \\\n",
       "0  POLYGON ((-122.10015 37.91741, -122.09996 37.9...   \n",
       "\n",
       "                                          place_name  bbox_north  bbox_south  \\\n",
       "0  Walnut Creek, Contra Costa County, California,...   37.946337   37.842468   \n",
       "\n",
       "    bbox_east   bbox_west  \n",
       "0 -121.980607 -122.100149  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# from some place name, create a GeoDataFrame containing the geometry of the place\n",
    "city = ox.gdf_from_place('Walnut Creek, California, USA')\n",
    "city"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save the retrieved data as a shapefile\n",
    "ox.save_gdf_shapefile(city)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# project the geometry to the appropriate UTM zone (calculated automatically) then plot it\n",
    "city = ox.project_gdf(city)\n",
    "fig, ax = ox.plot_shape(city)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a shapefile for multiple cities, project it, display it, and save it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define a list of place names\n",
    "place_names = ['Berkeley, California, USA', \n",
    "               'Oakland, California, USA',\n",
    "               'Piedmont, California, USA',\n",
    "               'Emeryville, California, USA',\n",
    "               'Alameda, Alameda County, CA, USA']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>geometry</th>\n",
       "      <th>place_name</th>\n",
       "      <th>bbox_north</th>\n",
       "      <th>bbox_south</th>\n",
       "      <th>bbox_east</th>\n",
       "      <th>bbox_west</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>POLYGON ((-122.36868 37.86957, -122.36619 37.8...</td>\n",
       "      <td>Berkeley, Alameda County, California, United S...</td>\n",
       "      <td>37.906690</td>\n",
       "      <td>37.835727</td>\n",
       "      <td>-122.234196</td>\n",
       "      <td>-122.368679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>POLYGON ((-122.35588 37.83573, -122.35009 37.8...</td>\n",
       "      <td>Oakland, Alameda County, California, United St...</td>\n",
       "      <td>37.885368</td>\n",
       "      <td>37.633676</td>\n",
       "      <td>-122.114420</td>\n",
       "      <td>-122.355881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>POLYGON ((-122.24937 37.82365, -122.24886 37.8...</td>\n",
       "      <td>Piedmont, Alameda County, California, 94611, U...</td>\n",
       "      <td>37.833026</td>\n",
       "      <td>37.812276</td>\n",
       "      <td>-122.210148</td>\n",
       "      <td>-122.249374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>POLYGON ((-122.33016 37.84108, -122.28201 37.8...</td>\n",
       "      <td>Emeryville, Alameda County, California, United...</td>\n",
       "      <td>37.849973</td>\n",
       "      <td>37.827075</td>\n",
       "      <td>-122.276012</td>\n",
       "      <td>-122.330157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>POLYGON ((-122.34028 37.80063, -122.33376 37.7...</td>\n",
       "      <td>Alameda, Alameda County, California, United St...</td>\n",
       "      <td>37.800628</td>\n",
       "      <td>37.707621</td>\n",
       "      <td>-122.223859</td>\n",
       "      <td>-122.340281</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            geometry  \\\n",
       "0  POLYGON ((-122.36868 37.86957, -122.36619 37.8...   \n",
       "1  POLYGON ((-122.35588 37.83573, -122.35009 37.8...   \n",
       "2  POLYGON ((-122.24937 37.82365, -122.24886 37.8...   \n",
       "3  POLYGON ((-122.33016 37.84108, -122.28201 37.8...   \n",
       "4  POLYGON ((-122.34028 37.80063, -122.33376 37.7...   \n",
       "\n",
       "                                          place_name  bbox_north  bbox_south  \\\n",
       "0  Berkeley, Alameda County, California, United S...   37.906690   37.835727   \n",
       "1  Oakland, Alameda County, California, United St...   37.885368   37.633676   \n",
       "2  Piedmont, Alameda County, California, 94611, U...   37.833026   37.812276   \n",
       "3  Emeryville, Alameda County, California, United...   37.849973   37.827075   \n",
       "4  Alameda, Alameda County, California, United St...   37.800628   37.707621   \n",
       "\n",
       "    bbox_east   bbox_west  \n",
       "0 -122.234196 -122.368679  \n",
       "1 -122.114420 -122.355881  \n",
       "2 -122.210148 -122.249374  \n",
       "3 -122.276012 -122.330157  \n",
       "4 -122.223859 -122.340281  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create a GeoDataFrame with rows for each place in the list\n",
    "east_bay = ox.gdf_from_places(place_names, gdf_name='east_bay_cities')\n",
    "east_bay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# project the geometry to the appropriate UTM zone then plot it\n",
    "east_bay = ox.project_gdf(east_bay)\n",
    "fig, ax = ox.plot_shape(east_bay)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save the retrieved and projected data as a shapefile\n",
    "ox.save_gdf_shapefile(east_bay)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## You can also construct buffered spatial geometries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# pass in buffer_dist in meters\n",
    "city_buffered = ox.gdf_from_place('Walnut Creek, California, USA', buffer_dist=250)\n",
    "fig, ax = ox.plot_shape(city_buffered)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# you can buffer multiple places in a single query\n",
    "east_bay_buffered = ox.gdf_from_places(place_names, gdf_name='east_bay_cities', buffer_dist=250)\n",
    "fig, ax = ox.plot_shape(east_bay_buffered, alpha=0.7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## You can download boroughs, counties, states, or countries too\n",
    "\n",
    "Notice the polygon geometries represent political boundaries, not physical/land boundaries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gdf = ox.gdf_from_place('Manhattan, New York, New York, USA')\n",
    "gdf = ox.project_gdf(gdf)\n",
    "fig, ax = ox.plot_shape(gdf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gdf = ox.gdf_from_place('Cook County, Illinois, United States')\n",
    "gdf = ox.project_gdf(gdf)\n",
    "fig, ax = ox.plot_shape(gdf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gdf = ox.gdf_from_place('Iowa')\n",
    "gdf = ox.project_gdf(gdf)\n",
    "fig, ax = ox.plot_shape(gdf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gdf = ox.gdf_from_places(['United Kingdom', 'Ireland'])\n",
    "gdf = ox.project_gdf(gdf)\n",
    "fig, ax = ox.plot_shape(gdf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Be careful to pass the right place name that OSM needs\n",
    "\n",
    "Be specific and explicit, and sanity check the results. The function logs a warning if you get a point returned instead of a polygon. In the first example below, OSM resolves 'Melbourne, Victoria, Australia' to a single point at the center of the city. In the second example below, OSM correctly resolves 'City of Melbourne, Victoria, Australia' to the entire city and returns its polygon geometry."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "shapely.geometry.polygon.Polygon"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "melbourne = ox.gdf_from_place('Melbourne, Victoria, Australia')\n",
    "melbourne = ox.project_gdf(melbourne)\n",
    "type(melbourne['geometry'].iloc[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "melbourne = ox.gdf_from_place('City of Melbourne, Victoria, Australia')\n",
    "melbourne = ox.project_gdf(melbourne)\n",
    "fig, ax = ox.plot_shape(melbourne)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Specify you wanted a *country* if it resolves to a *city* of the same name"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OSM resolves 'Mexico' to Mexico City and returns a single point at the center of the city. Instead we have a couple options:\n",
    "  \n",
    "  1. We can pass a dict containing a structured query to specify that we want Mexico the country instead of Mexico the city.\n",
    "  2. We can also get multiple countries by passing a list of queries. These can be a mixture of strings and dicts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "shapely.geometry.point.Point"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mexico = ox.gdf_from_place('Mexico')\n",
    "mexico = ox.project_gdf(mexico)\n",
    "type(mexico['geometry'].iloc[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# instead of a string, you can pass a dict containing a structured query\n",
    "mexico = ox.gdf_from_place({'country':'Mexico'})\n",
    "mexico = ox.project_gdf(mexico)\n",
    "fig, ax = ox.plot_shape(mexico)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# you can pass multiple queries with mixed types (dicts and strings)\n",
    "mx_gt_tx = ox.gdf_from_places(queries=[{'country':'Mexico'}, 'Guatemala', {'state':'Texas'}])\n",
    "mx_gt_tx = ox.project_gdf(mx_gt_tx)\n",
    "fig, ax = ox.plot_shape(mx_gt_tx)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## You can request a specific result number\n",
    "\n",
    "By default, we only request 1 result from OSM. But, we can pass an optional `which_result` parameter to query OSM for *n* results and then process/return the *n*th. If you query 'France', OSM returns the country with all its overseas territories as result 2 and European France alone as result 1. Querying for 'France' returns just the first result (European France), but passing `which_result=2` instead retrieves the top 2 results from OSM and processes/returns the 2nd one (all of France's overseas territories). You could have also done this to retrieve Mexico the country instead of Mexico City above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "france = ox.gdf_from_place('France', which_result=2)\n",
    "france = ox.project_gdf(france)\n",
    "fig, ax = ox.plot_shape(france)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "france = ox.gdf_from_place('France')\n",
    "france = ox.project_gdf(france)\n",
    "fig, ax = ox.plot_shape(france)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (ox)",
   "language": "python",
   "name": "ox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
